{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Examples 3.3:** Intensity-level slicing\n",
    "\n",
    "This example includes figure 3.12.\n",
    "\n",
    "> This code is written with python==3.7, skimage==0.14, matplotlib==2.2.3, numpy==1.15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage.io import imread\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# read and show original image\n",
    "src_img = imread('./Data/Fig0312(a)(kidney).tif')\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.imshow(src_img,'gray')\n",
    "plt.title('Aortic angiogram near the kidney area')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def demo_b(src_img, A,B, L=0,H=255):\n",
    "    \"\"\"set intensity of interest [A,B] to H, other pixels are set to L.\"\"\"\n",
    "    assert(src_img.dtype == np.dtype('uint8'))\n",
    "    dest_img = np.zeros_like(src_img) + L\n",
    "    dest_img[np.logical_and(A<=src_img, src_img<=B)] = H\n",
    "    return dest_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def demo_c(src_img, A,B, I=0):\n",
    "    \"\"\"set intensity of interest [A,B] to I, other pixels are unchanged.\"\"\"\n",
    "    assert(src_img.dtype == np.dtype('uint8'))\n",
    "    dest_img = src_img.copy()\n",
    "    dest_img[np.logical_and(A<=src_img, src_img<=B)] = I\n",
    "    return dest_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# intensity-level slicing\n",
    "dest_imgs = [src_img,\n",
    "             demo_b(src_img,150,255),\n",
    "             demo_c(src_img,0,150)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot Figure 3.12\n",
    "# Note: this result is not exactly the same as that on the textbook.\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.title(\"Figure 3.12\")\n",
    "plt.axis('off')\n",
    "axeslist = fig.subplots(1,3)\n",
    "for (i, axes) in enumerate(axeslist.ravel()):\n",
    "    axes.imshow(dest_imgs[i],'gray',vmin=0,vmax=255)\n",
    "    axes.set_axis_off()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
